A lot of statistical software can do PCA these days, its a very commonplace thing. There's lots of good resource out there on the web that is specific to SPSS. Try 

http://core.ecu.edu/psyc/wuenschk/MV/FA/PCA-SPSS.pptx

for starters

Minitab is good for PCA also and user-friendly too. 

Thanks all.....

You can use R with the factominer package. It offers the french approach, very useful for interpretation with good graphics.

Thanks Jorge....

I did a PCA with SPSS at Uni Melb over a decade ago. I used the help file and instruction manual, and the book SPSS analysis without anguish.

R software can be used to apply PCA with lots of examples and projects. For understanding the basics of PCA, the books on multivariate analysis by Johnson and Wichern and T.W Anderson are good references. Regards

You can use SPSS

Analyze

Dimension reduction

Factor

Introduce your variables of interest

You can also choose many options for PCA

Thomson, while many statistical software packages have routines that performs PCA, you also have to be careful on your input to the system. This means a reasonable background in PCA. In addition to the book recommended by Farah, I think "Methods of Multivariate Analysis" by A. C. Rencher is also a good reference.

Thanks Yucel....

Also Stata offers tools for PCA. You can usually find very useful materials on the UCLA-IDRE website; in any case, the support materials from Stata usually include also a lot of explanations (and examples) about the command, how to use it and how to look at the output.

Agreed with Yucel, Rencher is very good reference for multivariate analysis.

Thank you so much for your suggestions and comments...

R software and XLSTAT can be used to apply PCA.

Thanks Kamal....

Thanks Arda....

The Unscrambler (http://www.camo.com/) is an excellent package, but it's not an open source. You can work with several plots and another sort of informations about your data.

Regards,

thanks paulo

Dear Thomson

In the link below, the PCA calculation method is illustrated using the SPSS software.

https://statistics.laerd.com/spss-tutorials/principal-components-analysis-pca-using-spss-statistics.php

Many thanks Seied...